Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 387 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 51.5 KiB |
| Average record size in memory | 136.3 B |
Variable types
| Numeric | 12 |
|---|---|
| Categorical | 5 |
RSI_14 is highly correlated with Z_30 | High correlation |
Z_30 is highly correlated with RSI_14 | High correlation |
Z_30 has unique values | Unique |
ratio_M50M180 has unique values | Unique |
ratio_M5M20 has unique values | Unique |
ratio_M20M50 has unique values | Unique |
ratio_MACDh_12_26_9 has unique values | Unique |
obv_pct_delta has unique values | Unique |
tr_pct_delta has 8 (2.1%) zeros | Zeros |
Reproduction
| Analysis started | 2021-04-10 02:51:18.385681 |
|---|---|
| Analysis finished | 2021-04-10 02:51:57.915295 |
| Duration | 39.53 seconds |
| Software version | pandas-profiling v2.11.0 |
| Download configuration | config.yaml |
close
Real number (ℝ≥0)
| Distinct | 297 |
|---|---|
| Distinct (%) | 76.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.9763049 |
|---|---|
| Minimum | 3.119999886 |
| Maximum | 13.96000004 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | 3.119999886 |
|---|---|
| 5-th percentile | 3.950000048 |
| Q1 | 5.36500001 |
| median | 6.809999943 |
| Q3 | 11.55500031 |
| 95-th percentile | 13.1869998 |
| Maximum | 13.96000004 |
| Range | 10.84000015 |
| Interquartile range (IQR) | 6.190000296 |
Descriptive statistics
| Standard deviation | 3.259429208 |
|---|---|
| Coefficient of variation (CV) | 0.4086389937 |
| Kurtosis | -1.433638972 |
| Mean | 7.9763049 |
| Median Absolute Deviation (MAD) | 2.539999962 |
| Skewness | 0.3159206578 |
| Sum | 3086.829996 |
| Variance | 10.62387876 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 5.949999809 | 4 | 1.0% |
| 5.510000229 | 4 | 1.0% |
| 4.130000114 | 4 | 1.0% |
| 5.489999771 | 4 | 1.0% |
| 4.230000019 | 3 | 0.8% |
| 6.119999886 | 3 | 0.8% |
| 11.30000019 | 3 | 0.8% |
| 12.19999981 | 3 | 0.8% |
| 5.980000019 | 3 | 0.8% |
| 11.93999958 | 3 | 0.8% |
| Other values (287) | 353 |
| Value | Count | Frequency (%) |
| 3.119999886 | 1 | |
| 3.24000001 | 1 | |
| 3.289999962 | 1 | |
| 3.349999905 | 1 | |
| 3.450000048 | 1 |
| Value | Count | Frequency (%) |
| 13.96000004 | 1 | |
| 13.78999996 | 1 | |
| 13.75 | 1 | |
| 13.68999958 | 1 | |
| 13.68000031 | 1 |
| Distinct | 385 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.61926414 |
|---|---|
| Minimum | 9.134719431 |
| Maximum | 79.47982393 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | 9.134719431 |
|---|---|
| 5-th percentile | 24.01144696 |
| Q1 | 41.66736517 |
| median | 50.20145171 |
| Q3 | 59.38336704 |
| 95-th percentile | 70.62333135 |
| Maximum | 79.47982393 |
| Range | 70.3451045 |
| Interquartile range (IQR) | 17.71600187 |
Descriptive statistics
| Standard deviation | 13.93363017 |
|---|---|
| Coefficient of variation (CV) | 0.2808108991 |
| Kurtosis | -0.2771180928 |
| Mean | 49.61926414 |
| Median Absolute Deviation (MAD) | 8.961706264 |
| Skewness | -0.2572057777 |
| Sum | 19202.65522 |
| Variance | 194.1460498 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 66.29294739 | 2 | 0.5% |
| 44.70190711 | 2 | 0.5% |
| 53.18699771 | 1 | 0.3% |
| 22.77260282 | 1 | 0.3% |
| 40.77412247 | 1 | 0.3% |
| 44.10573818 | 1 | 0.3% |
| 70.98742699 | 1 | 0.3% |
| 27.85272935 | 1 | 0.3% |
| 48.02406051 | 1 | 0.3% |
| 52.60990107 | 1 | 0.3% |
| Other values (375) | 375 |
| Value | Count | Frequency (%) |
| 9.134719431 | 1 | |
| 14.96606627 | 1 | |
| 15.96364336 | 1 | |
| 16.79065705 | 1 | |
| 17.17515306 | 1 |
| Value | Count | Frequency (%) |
| 79.47982393 | 1 | |
| 78.97085176 | 1 | |
| 77.9500097 | 1 | |
| 77.37623583 | 1 | |
| 77.34754502 | 1 |
INC_2
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 387 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
| Value | Count | Frequency (%) |
| 0 | 202 | |
| 1 | 185 |
| Value | Count | Frequency (%) |
| 0 | 202 | |
| 1 | 185 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 202 | |
| 1 | 185 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 387 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 202 | |
| 1 | 185 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 387 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 202 | |
| 1 | 185 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 387 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 0 | 202 | |
| 1 | 185 |
ROC_2
Real number (ℝ)
| Distinct | 384 |
|---|---|
| Distinct (%) | 99.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1934257979 |
|---|---|
| Minimum | -53.46153813 |
| Maximum | 35.31300609 |
| Zeros | 3 |
| Zeros (%) | 0.8% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | -53.46153813 |
|---|---|
| 5-th percentile | -8.003109923 |
| Q1 | -3.29635401 |
| median | -0.1972431665 |
| Q3 | 3.50430149 |
| 95-th percentile | 11.46730461 |
| Maximum | 35.31300609 |
| Range | 88.77454422 |
| Interquartile range (IQR) | 6.8006555 |
Descriptive statistics
| Standard deviation | 7.14487615 |
|---|---|
| Coefficient of variation (CV) | 36.93858951 |
| Kurtosis | 11.17601157 |
| Mean | 0.1934257979 |
| Median Absolute Deviation (MAD) | 3.385645879 |
| Skewness | -0.7600591474 |
| Sum | 74.8557838 |
| Variance | 51.0492552 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3 | 0.8% |
| -0.3616632942 | 2 | 0.5% |
| 18.64802326 | 1 | 0.3% |
| 2.564103671 | 1 | 0.3% |
| -1.899253086 | 1 | 0.3% |
| 15.17856998 | 1 | 0.3% |
| -4.530200993 | 1 | 0.3% |
| -6.791568224 | 1 | 0.3% |
| 4.896266749 | 1 | 0.3% |
| -3.095229607 | 1 | 0.3% |
| Other values (374) | 374 |
| Value | Count | Frequency (%) |
| -53.46153813 | 1 | |
| -35.57832878 | 1 | |
| -20.08830645 | 1 | |
| -18.27675779 | 1 | |
| -16.49484758 | 1 |
| Value | Count | Frequency (%) |
| 35.31300609 | 1 | |
| 23.02521691 | 1 | |
| 22.76029131 | 1 | |
| 22.64529391 | 1 | |
| 20.61855711 | 1 |
PSL_3
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 KiB |
| 66.66666666666667 | |
|---|---|
| 33.333333333333336 | |
| 100.0 | |
| 0.0 |
Length
| Max length | 18 |
|---|---|
| Median length | 17 |
| Mean length | 14.74418605 |
| Min length | 3 |
Characters and Unicode
| Total characters | 5706 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 33.333333333333336 |
|---|---|
| 2nd row | 66.66666666666667 |
| 3rd row | 0.0 |
| 4th row | 100.0 |
| 5th row | 33.333333333333336 |
| Value | Count | Frequency (%) |
| 66.66666666666667 | 157 | |
| 33.333333333333336 | 151 | |
| 100.0 | 41 | 10.6% |
| 0.0 | 38 | 9.8% |
| Value | Count | Frequency (%) |
| 66.66666666666667 | 157 | |
| 33.333333333333336 | 151 | |
| 100.0 | 41 | 10.6% |
| 0.0 | 38 | 9.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 6 | 2506 | |
| 3 | 2416 | |
| . | 387 | 6.8% |
| 0 | 199 | 3.5% |
| 7 | 157 | 2.8% |
| 1 | 41 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5319 | |
| Other Punctuation | 387 | 6.8% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 6 | 2506 | |
| 3 | 2416 | |
| 0 | 199 | 3.7% |
| 7 | 157 | 3.0% |
| 1 | 41 | 0.8% |
| Value | Count | Frequency (%) |
| . | 387 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5706 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 6 | 2506 | |
| 3 | 2416 | |
| . | 387 | 6.8% |
| 0 | 199 | 3.5% |
| 7 | 157 | 2.8% |
| 1 | 41 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5706 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 6 | 2506 | |
| 3 | 2416 | |
| . | 387 | 6.8% |
| 0 | 199 | 3.5% |
| 7 | 157 | 2.8% |
| 1 | 41 | 0.7% |
CDL_DOJI_3_0.1
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1161 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
| Value | Count | Frequency (%) |
| 0.0 | 342 | |
| 1.0 | 45 | 11.6% |
| Value | Count | Frequency (%) |
| 0.0 | 342 | |
| 1.0 | 45 | 11.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 729 | |
| . | 387 | |
| 1 | 45 | 3.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 774 | |
| Other Punctuation | 387 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 729 | |
| 1 | 45 | 5.8% |
| Value | Count | Frequency (%) |
| . | 387 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1161 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 729 | |
| . | 387 | |
| 1 | 45 | 3.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1161 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 0 | 729 | |
| . | 387 | |
| 1 | 45 | 3.9% |
TRUERANGE_1
Real number (ℝ≥0)
| Distinct | 164 |
|---|---|
| Distinct (%) | 42.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4353488366 |
|---|---|
| Minimum | 0.1199998856 |
| Maximum | 3.50999999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | 0.1199998856 |
|---|---|
| 5-th percentile | 0.1730000019 |
| Q1 | 0.279999733 |
| median | 0.3699998856 |
| Q3 | 0.5199999809 |
| 95-th percentile | 0.9270002365 |
| Maximum | 3.50999999 |
| Range | 3.390000105 |
| Interquartile range (IQR) | 0.240000248 |
Descriptive statistics
| Standard deviation | 0.2753378828 |
|---|---|
| Coefficient of variation (CV) | 0.6324534709 |
| Kurtosis | 41.29600439 |
| Mean | 0.4353488366 |
| Median Absolute Deviation (MAD) | 0.1100001335 |
| Skewness | 4.587895211 |
| Sum | 168.4799998 |
| Variance | 0.07581094969 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.25 | 15 | 3.9% |
| 0.3699998856 | 11 | 2.8% |
| 0.3400001526 | 11 | 2.8% |
| 0.3299999237 | 11 | 2.8% |
| 0.2899999619 | 10 | 2.6% |
| 0.3800001144 | 7 | 1.8% |
| 0.3600001335 | 7 | 1.8% |
| 0.2699999809 | 6 | 1.6% |
| 0.3000001907 | 6 | 1.6% |
| 0.279999733 | 6 | 1.6% |
| Other values (154) | 297 |
| Value | Count | Frequency (%) |
| 0.1199998856 | 1 | |
| 0.1299996376 | 1 | |
| 0.1399998665 | 2 | |
| 0.1400003433 | 1 | |
| 0.1499996185 | 2 |
| Value | Count | Frequency (%) |
| 3.50999999 | 1 | |
| 1.650000572 | 1 | |
| 1.430000305 | 1 | |
| 1.349999905 | 1 | |
| 1.229999542 | 1 |
| Distinct | 387 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1236049437 |
|---|---|
| Minimum | -3.188764919 |
| Maximum | 4.153555278 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | -3.188764919 |
|---|---|
| 5-th percentile | -2.075517898 |
| Q1 | -1.021445216 |
| median | -0.006576751663 |
| Q3 | 1.319187509 |
| 95-th percentile | 2.281206163 |
| Maximum | 4.153555278 |
| Range | 7.342320197 |
| Interquartile range (IQR) | 2.340632725 |
Descriptive statistics
| Standard deviation | 1.426586171 |
|---|---|
| Coefficient of variation (CV) | 11.54149768 |
| Kurtosis | -0.7710374298 |
| Mean | 0.1236049437 |
| Median Absolute Deviation (MAD) | 1.141797759 |
| Skewness | 0.1082263451 |
| Sum | 47.83511321 |
| Variance | 2.035148103 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.60184923 | 1 | 0.3% |
| -0.7393335853 | 1 | 0.3% |
| 2.22765094 | 1 | 0.3% |
| -0.5078247864 | 1 | 0.3% |
| 1.711355852 | 1 | 0.3% |
| 1.725651059 | 1 | 0.3% |
| -2.03148203 | 1 | 0.3% |
| -1.753064142 | 1 | 0.3% |
| -2.408282236 | 1 | 0.3% |
| 1.319476749 | 1 | 0.3% |
| Other values (377) | 377 |
| Value | Count | Frequency (%) |
| -3.188764919 | 1 | |
| -2.839997137 | 1 | |
| -2.824285746 | 1 | |
| -2.783653494 | 1 | |
| -2.49911554 | 1 |
| Value | Count | Frequency (%) |
| 4.153555278 | 1 | |
| 3.982635979 | 1 | |
| 3.454870985 | 1 | |
| 3.152180041 | 1 | |
| 2.95272456 | 1 |
| Distinct | 387 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.02609194 |
|---|---|
| Minimum | -16.74797861 |
| Maximum | 22.39522982 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | -16.74797861 |
|---|---|
| 5-th percentile | 0.759917066 |
| Q1 | 0.9589723847 |
| median | 0.9815822107 |
| Q3 | 1.04348095 |
| 95-th percentile | 1.328490957 |
| Maximum | 22.39522982 |
| Range | 39.14320843 |
| Interquartile range (IQR) | 0.08450856558 |
Descriptive statistics
| Standard deviation | 1.515975958 |
|---|---|
| Coefficient of variation (CV) | 1.477427021 |
| Kurtosis | 153.3959578 |
| Mean | 1.02609194 |
| Median Absolute Deviation (MAD) | 0.03686871047 |
| Skewness | 3.539600884 |
| Sum | 397.0975807 |
| Variance | 2.298183104 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.184564838 | 1 | 0.3% |
| 1.045461288 | 1 | 0.3% |
| 0.8907805776 | 1 | 0.3% |
| 0.9721866952 | 1 | 0.3% |
| 0.9672139218 | 1 | 0.3% |
| 1.023537456 | 1 | 0.3% |
| 0.9434246693 | 1 | 0.3% |
| 0.9567499627 | 1 | 0.3% |
| 1.078483075 | 1 | 0.3% |
| 0.9681252263 | 1 | 0.3% |
| Other values (377) | 377 |
| Value | Count | Frequency (%) |
| -16.74797861 | 1 | |
| -2.161975073 | 1 | |
| -1.733334045 | 1 | |
| -0.1253399459 | 1 | |
| -0.09035962135 | 1 |
| Value | Count | Frequency (%) |
| 22.39522982 | 1 | |
| 9.622776752 | 1 | |
| 2.779771988 | 1 | |
| 2.613402935 | 1 | |
| 2.418905359 | 1 |
| Distinct | 387 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4345999566 |
|---|---|
| Minimum | -124.6648044 |
| Maximum | 52.38880441 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | -124.6648044 |
|---|---|
| 5-th percentile | -1.398992109 |
| Q1 | 0.6017050804 |
| median | 0.9178342898 |
| Q3 | 1.271961452 |
| 95-th percentile | 2.660546691 |
| Maximum | 52.38880441 |
| Range | 177.0536088 |
| Interquartile range (IQR) | 0.6702563719 |
Descriptive statistics
| Standard deviation | 8.570820404 |
|---|---|
| Coefficient of variation (CV) | 19.72117179 |
| Kurtosis | 151.488364 |
| Mean | 0.4345999566 |
| Median Absolute Deviation (MAD) | 0.3416220085 |
| Skewness | -10.49245745 |
| Sum | 168.1901832 |
| Variance | 73.4589624 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.974896802 | 1 | 0.3% |
| 0.9720516574 | 1 | 0.3% |
| 3.609085376 | 1 | 0.3% |
| 0.496847462 | 1 | 0.3% |
| 1.042474652 | 1 | 0.3% |
| 1.351369731 | 1 | 0.3% |
| 1.534930697 | 1 | 0.3% |
| 0.9223170553 | 1 | 0.3% |
| 0.530235156 | 1 | 0.3% |
| 1.650859271 | 1 | 0.3% |
| Other values (377) | 377 |
| Value | Count | Frequency (%) |
| -124.6648044 | 1 | |
| -89.12509239 | 1 | |
| -18.99996121 | 1 | |
| -10.50000397 | 1 | |
| -9.465120973 | 1 |
| Value | Count | Frequency (%) |
| 52.38880441 | 1 | |
| 18.72709145 | 1 | |
| 12.24998808 | 1 | |
| 11.1090768 | 1 | |
| 8.48718118 | 1 |
| Distinct | 387 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.044677755 |
|---|---|
| Minimum | -30.19174175 |
| Maximum | 56.79845366 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | -30.19174175 |
|---|---|
| 5-th percentile | 0.3950546633 |
| Q1 | 0.8804531867 |
| median | 0.9865125216 |
| Q3 | 1.140026046 |
| 95-th percentile | 1.820431956 |
| Maximum | 56.79845366 |
| Range | 86.99019541 |
| Interquartile range (IQR) | 0.2595728597 |
Descriptive statistics
| Standard deviation | 3.501976297 |
|---|---|
| Coefficient of variation (CV) | 3.352207206 |
| Kurtosis | 186.4943012 |
| Mean | 1.044677755 |
| Median Absolute Deviation (MAD) | 0.1291895292 |
| Skewness | 8.080002696 |
| Sum | 404.290291 |
| Variance | 12.26383799 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.166891816 | 1 | 0.3% |
| 0.8841657513 | 1 | 0.3% |
| 0.99723218 | 1 | 0.3% |
| 0.9757919404 | 1 | 0.3% |
| 1.133421974 | 1 | 0.3% |
| 1.006216854 | 1 | 0.3% |
| 1.459659468 | 1 | 0.3% |
| 1.469829461 | 1 | 0.3% |
| 1.155251126 | 1 | 0.3% |
| 1.057665522 | 1 | 0.3% |
| Other values (377) | 377 |
| Value | Count | Frequency (%) |
| -30.19174175 | 1 | |
| -20.47539756 | 1 | |
| -2.459880539 | 1 | |
| -2.342729903 | 1 | |
| -2.06061672 | 1 |
| Value | Count | Frequency (%) |
| 56.79845366 | 1 | |
| 8.101897641 | 1 | |
| 5.230769654 | 1 | |
| 5.182395622 | 1 | |
| 2.992685307 | 1 |
| Distinct | 387 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.993579996 |
|---|---|
| Minimum | -23.11943278 |
| Maximum | 10.69510419 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | -23.11943278 |
|---|---|
| 5-th percentile | -0.7738310761 |
| Q1 | 0.6111542766 |
| median | 0.9417355324 |
| Q3 | 1.300544748 |
| 95-th percentile | 3.462429258 |
| Maximum | 10.69510419 |
| Range | 33.81453697 |
| Interquartile range (IQR) | 0.6893904711 |
Descriptive statistics
| Standard deviation | 2.150552776 |
|---|---|
| Coefficient of variation (CV) | 2.164448544 |
| Kurtosis | 47.78041744 |
| Mean | 0.993579996 |
| Median Absolute Deviation (MAD) | 0.3398639006 |
| Skewness | -3.607369284 |
| Sum | 384.5154585 |
| Variance | 4.624877243 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.8590121951 | 1 | 0.3% |
| 0.7558890915 | 1 | 0.3% |
| 0.4155051497 | 1 | 0.3% |
| 1.008602869 | 1 | 0.3% |
| 9.169867567 | 1 | 0.3% |
| 0.8331611327 | 1 | 0.3% |
| 1.54438182 | 1 | 0.3% |
| -0.7174566998 | 1 | 0.3% |
| 1.218466749 | 1 | 0.3% |
| 0.4335248834 | 1 | 0.3% |
| Other values (377) | 377 |
| Value | Count | Frequency (%) |
| -23.11943278 | 1 | |
| -12.00771282 | 1 | |
| -8.264534437 | 1 | |
| -6.380313033 | 1 | |
| -4.349791286 | 1 |
| Value | Count | Frequency (%) |
| 10.69510419 | 1 | |
| 10.61085027 | 1 | |
| 9.169867567 | 1 | |
| 8.801770273 | 1 | |
| 8.611167189 | 1 |
| Distinct | 387 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.04983393888 |
|---|---|
| Minimum | -112.3494949 |
| Maximum | 61.27477134 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | -112.3494949 |
|---|---|
| 5-th percentile | -1.772188661 |
| Q1 | -0.2115221872 |
| median | -0.008432564665 |
| Q3 | 0.1285253085 |
| 95-th percentile | 1.334867226 |
| Maximum | 61.27477134 |
| Range | 173.6242663 |
| Interquartile range (IQR) | 0.3400474957 |
Descriptive statistics
| Standard deviation | 7.116779313 |
|---|---|
| Coefficient of variation (CV) | -142.8098897 |
| Kurtosis | 178.5678211 |
| Mean | -0.04983393888 |
| Median Absolute Deviation (MAD) | 0.1633393061 |
| Skewness | -7.937714215 |
| Sum | -19.28573435 |
| Variance | 50.64854779 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1585157647 | 1 | 0.3% |
| 0.0002118576822 | 1 | 0.3% |
| 0.01565705503 | 1 | 0.3% |
| 0.07559253682 | 1 | 0.3% |
| -0.07135723571 | 1 | 0.3% |
| 1.688460321 | 1 | 0.3% |
| -0.3541981992 | 1 | 0.3% |
| -0.6880070684 | 1 | 0.3% |
| -0.006551300595 | 1 | 0.3% |
| 0.04158461447 | 1 | 0.3% |
| Other values (377) | 377 |
| Value | Count | Frequency (%) |
| -112.3494949 | 1 | |
| -14.81200682 | 1 | |
| -7.879938498 | 1 | |
| -7.182032225 | 1 | |
| -6.287558864 | 1 |
| Value | Count | Frequency (%) |
| 61.27477134 | 1 | |
| 43.84416158 | 1 | |
| 13.15258669 | 1 | |
| 12.24194885 | 1 | |
| 12.20283019 | 1 |
LRm_3_pct_delta
Real number (ℝ)
| Distinct | 374 |
|---|---|
| Distinct (%) | 96.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.8217232778 |
|---|---|
| Minimum | -66.99847416 |
| Maximum | 28.00076296 |
| Zeros | 2 |
| Zeros (%) | 0.5% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | -66.99847416 |
|---|---|
| 5-th percentile | -5.371590123 |
| Q1 | -1.444443267 |
| median | -0.5625006519 |
| Q3 | 0.2500009934 |
| 95-th percentile | 5.344445563 |
| Maximum | 28.00076296 |
| Range | 94.99923711 |
| Interquartile range (IQR) | 1.69444426 |
Descriptive statistics
| Standard deviation | 7.293506562 |
|---|---|
| Coefficient of variation (CV) | -8.875867045 |
| Kurtosis | 34.48842481 |
| Mean | -0.8217232778 |
| Median Absolute Deviation (MAD) | 0.8288043269 |
| Skewness | -3.754563903 |
| Sum | -318.0069085 |
| Variance | 53.19523797 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.5 | 3 | 0.8% |
| -1 | 3 | 0.8% |
| 0 | 2 | 0.5% |
| -4.24999404 | 2 | 0.5% |
| 11.50001192 | 2 | 0.5% |
| 21.00052453 | 2 | 0.5% |
| -2 | 2 | 0.5% |
| -1.92307523 | 2 | 0.5% |
| -2.499999007 | 2 | 0.5% |
| 0.5 | 2 | 0.5% |
| Other values (364) | 365 |
| Value | Count | Frequency (%) |
| -66.99847416 | 1 | |
| -53.00128749 | 1 | |
| -49.99885562 | 1 | |
| -46.5000596 | 1 | |
| -22.49947549 | 1 |
| Value | Count | Frequency (%) |
| 28.00076296 | 1 | |
| 27.00002384 | 1 | |
| 25.00022253 | 1 | |
| 21.99947549 | 1 | |
| 21.00052453 | 2 |
| Distinct | 374 |
|---|---|
| Distinct (%) | 96.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1486994907 |
|---|---|
| Minimum | -0.8603989252 |
| Maximum | 6.977280313 |
| Zeros | 8 |
| Zeros (%) | 2.1% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | -0.8603989252 |
|---|---|
| 5-th percentile | -0.5552879595 |
| Q1 | -0.2697499742 |
| median | -0.02702636524 |
| Q3 | 0.3239267292 |
| 95-th percentile | 1.294617552 |
| Maximum | 6.977280313 |
| Range | 7.837679239 |
| Interquartile range (IQR) | 0.5936767034 |
Descriptive statistics
| Standard deviation | 0.7772952134 |
|---|---|
| Coefficient of variation (CV) | 5.22728901 |
| Kurtosis | 28.04529821 |
| Mean | 0.1486994907 |
| Median Absolute Deviation (MAD) | 0.2929733296 |
| Skewness | 4.210400729 |
| Sum | 57.54670289 |
| Variance | 0.6041878488 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8 | 2.1% |
| 0.142858116 | 2 | 0.5% |
| -0.08571354613 | 2 | 0.5% |
| 0.500001703 | 2 | 0.5% |
| 0.1599998474 | 2 | 0.5% |
| -0.1538458717 | 2 | 0.5% |
| 0.03030373089 | 2 | 0.5% |
| -0.09523798711 | 1 | 0.3% |
| -0.3777781074 | 1 | 0.3% |
| -0.3409081796 | 1 | 0.3% |
| Other values (364) | 364 |
| Value | Count | Frequency (%) |
| -0.8603989252 | 1 | |
| -0.8018871956 | 1 | |
| -0.6517863719 | 1 | |
| -0.6499998808 | 1 | |
| -0.6363635926 | 1 |
| Value | Count | Frequency (%) |
| 6.977280313 | 1 | |
| 6.176466133 | 1 | |
| 4.823528257 | 1 | |
| 3.583339294 | 1 | |
| 2.612905062 | 1 |
M_ovr_S
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 387 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
| Value | Count | Frequency (%) |
| 1 | 209 | |
| 0 | 178 |
| Value | Count | Frequency (%) |
| 1 | 209 | |
| 0 | 178 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 209 | |
| 0 | 178 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 387 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 1 | 209 | |
| 0 | 178 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 387 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 1 | 209 | |
| 0 | 178 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 387 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 1 | 209 | |
| 0 | 178 |
PL
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1161 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
| Value | Count | Frequency (%) |
| 1.0 | 200 | |
| 0.0 | 187 |
| Value | Count | Frequency (%) |
| 1.0 | 200 | |
| 0.0 | 187 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 574 | |
| . | 387 | |
| 1 | 200 | 17.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 774 | |
| Other Punctuation | 387 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 574 | |
| 1 | 200 | 25.8% |
| Value | Count | Frequency (%) |
| . | 387 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1161 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 574 | |
| . | 387 | |
| 1 | 200 | 17.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1161 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 0 | 574 | |
| . | 387 | |
| 1 | 200 | 17.2% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| close | RSI_14 | INC_2 | ROC_2 | PSL_3 | CDL_DOJI_3_0.1 | TRUERANGE_1 | Z_30 | ratio_M50M180 | ratio_M5M20 | ratio_M20M50 | ratio_MACDh_12_26_9 | obv_pct_delta | LRm_3_pct_delta | tr_pct_delta | M_ovr_S | PL | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 11.89 | 47.430093 | 0 | -0.999166 | 33.333333 | 1.0 | 0.32 | 0.131515 | 0.981046 | 0.296412 | 0.748270 | -0.156896 | 0.021196 | -0.586207 | -0.304349 | 0 | 1.0 |
| 1 | 5.09 | 66.848645 | 1 | 18.648023 | 66.666667 | 0.0 | 1.06 | 4.153555 | 0.975730 | -124.664804 | 0.714731 | 2.285126 | 0.527121 | -6.714293 | 2.533331 | 1 | 1.0 |
| 2 | 4.82 | 59.163158 | 0 | -4.930966 | 0.000000 | 0.0 | 0.37 | 1.679577 | 0.969911 | 1.589124 | 0.283216 | 0.985511 | -0.542344 | 11.500012 | 0.121212 | 1 | 0.0 |
| 3 | 7.80 | 54.791736 | 1 | 6.267030 | 100.000000 | 0.0 | 0.44 | 0.452293 | 1.047734 | 1.027603 | 0.955488 | 0.756459 | 0.150767 | 2.285707 | 0.760000 | 0 | 1.0 |
| 4 | 4.54 | 28.672172 | 0 | -7.910748 | 33.333333 | 1.0 | 0.15 | -2.363944 | 0.972094 | 1.395210 | 2.207207 | 1.538339 | -1.060547 | -0.204082 | -0.423077 | 0 | 1.0 |
| 5 | 5.28 | 40.761363 | 0 | -1.492536 | 66.666667 | 0.0 | 0.16 | -1.658701 | 0.976537 | 0.978756 | 0.388506 | 0.886218 | -0.069720 | -1.888891 | 0.000000 | 0 | 0.0 |
| 6 | 5.51 | 45.005914 | 0 | -3.163442 | 66.666667 | 0.0 | 0.37 | -0.907726 | 0.970888 | 0.599015 | 1.510079 | 0.395303 | -0.033605 | -1.514285 | 0.088236 | 0 | 0.0 |
| 7 | 10.44 | 46.167408 | 0 | -3.601111 | 33.333333 | 0.0 | 0.63 | -0.443404 | 1.018451 | 1.682427 | 0.886170 | 1.171801 | -0.018824 | -0.541176 | 0.536583 | 0 | 1.0 |
| 8 | 6.58 | 53.548129 | 0 | -7.454293 | 33.333333 | 0.0 | 0.56 | 0.723593 | 0.951786 | 0.805556 | 0.949271 | 0.154373 | -0.044350 | -0.621428 | 0.000000 | 1 | 1.0 |
| 9 | 7.32 | 70.650286 | 1 | 23.025217 | 100.000000 | 0.0 | 1.22 | 3.454871 | 0.956750 | -3.606060 | 0.994154 | -1.656051 | 61.274771 | 2.702705 | 6.176466 | 1 | 1.0 |
Last rows
| close | RSI_14 | INC_2 | ROC_2 | PSL_3 | CDL_DOJI_3_0.1 | TRUERANGE_1 | Z_30 | ratio_M50M180 | ratio_M5M20 | ratio_M20M50 | ratio_MACDh_12_26_9 | obv_pct_delta | LRm_3_pct_delta | tr_pct_delta | M_ovr_S | PL | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 377 | 6.55 | 55.327512 | 0 | -5.209836 | 0.000000 | 0.0 | 0.46 | 0.506644 | 0.274688 | 0.496847 | 1.005389 | 2.947136 | -0.249229 | 0.500000 | 1.300002 | 0 | 0.0 |
| 378 | 10.68 | 48.277474 | 0 | -2.018342 | 33.333333 | 0.0 | 0.37 | -0.632490 | 1.010785 | 0.696970 | 0.900242 | 0.798640 | -0.002503 | 0.999983 | -0.274510 | 0 | 0.0 |
| 379 | 5.74 | 49.567494 | 1 | 1.953813 | 33.333333 | 0.0 | 0.23 | -0.188552 | 0.969060 | 0.526667 | 1.089365 | 0.897464 | 0.028058 | -1.578947 | -0.080002 | 1 | 1.0 |
| 380 | 12.45 | 36.777071 | 0 | -5.753219 | 0.000000 | 0.0 | 0.42 | -2.088951 | 0.836837 | 1.886418 | 0.908763 | 1.606067 | -0.867137 | 0.551022 | 0.680000 | 0 | 0.0 |
| 381 | 4.53 | 50.344315 | 1 | 7.600954 | 66.666667 | 0.0 | 0.37 | 1.748299 | 1.042288 | 0.921875 | 0.839558 | 0.933896 | -0.339043 | -3.909089 | -0.051281 | 1 | 1.0 |
| 382 | 3.89 | 39.976800 | 0 | -8.470586 | 0.000000 | 0.0 | 0.35 | -0.132146 | 1.047031 | 1.108592 | 0.884367 | 0.856322 | 0.544597 | 1.250001 | 0.206896 | 1 | 0.0 |
| 383 | 11.94 | 41.771909 | 0 | -2.291331 | 33.333333 | 0.0 | 0.49 | -0.937317 | 1.002420 | -0.322899 | 0.617872 | -4.349791 | -0.001336 | -0.641025 | -0.489584 | 0 | 0.0 |
| 384 | 13.10 | 53.508035 | 1 | 0.460126 | 66.666667 | 0.0 | 0.25 | 0.984601 | 1.002369 | 0.684820 | 0.665707 | 0.728415 | -0.071357 | -0.599999 | -0.285715 | 1 | 0.0 |
| 385 | 6.26 | 50.836168 | 0 | -18.276758 | 0.000000 | 1.0 | 0.92 | 0.290019 | 0.950755 | 1.148849 | 0.952797 | 0.342021 | -0.585906 | 0.060606 | -0.010753 | 1 | 0.0 |
| 386 | 11.79 | 41.078446 | 0 | -3.360655 | 66.666667 | 0.0 | 0.71 | -1.122302 | 1.010231 | 1.933674 | 0.228948 | 1.272167 | 0.042198 | -2.242420 | 0.267856 | 0 | 0.0 |